{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from datetime import datetime\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n",
    "from statsmodels.tsa.arima_model import ARMA\n",
    "from statsmodels.tsa.stattools import adfuller"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def parser(s):\n",
    "    return datetime.strptime(s, '%Y-%m-%d')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def perform_adf_test(series):\n",
    "    result = adfuller(series)\n",
    "    print('ADF Statistic: %f' % result[0])\n",
    "    print('p-value: %f' % result[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#get data\n",
    "series = pd.read_csv('catfish.csv', parse_dates=[0], index_col=0, squeeze=True, date_parser=parser)\n",
    "series = series.asfreq(pd.infer_freq(series.index))\n",
    "series = series.loc[datetime(2004,1,1):]\n",
    "series = series.diff().diff().dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADF Statistic: -7.162321\n",
      "p-value: 0.000000\n"
     ]
    }
   ],
   "source": [
    "#check stationarity\n",
    "perform_adf_test(series)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1c8313fcf48>]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(series)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_pacf(series, lags=10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Either AR(1), AR(4), AR(6), or AR(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,12))\n",
    "\n",
    "ar_orders = [1, 4, 6, 10]\n",
    "fitted_model_dict = {}\n",
    "\n",
    "for idx, ar_order in enumerate(ar_orders):\n",
    "    \n",
    "    #create AR(p) model\n",
    "    ar_model = ARMA(series, order=(ar_order,0))\n",
    "    ar_model_fit = ar_model.fit()\n",
    "    fitted_model_dict[ar_order] = ar_model_fit\n",
    "    plt.subplot(4,1,idx+1)\n",
    "    plt.plot(series)\n",
    "    plt.plot(ar_model_fit.fittedvalues)\n",
    "    plt.title('AR(%s) Fit'%ar_order, fontsize=16)\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Each model has: \n",
    "\n",
    "## a log likelihood ($l$)\n",
    "## a number of parameters ($k$)\n",
    "## a number of samples used for fitting ($n$)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# AIC = 2$k$ - 2$l$\n",
    "\n",
    "## Lower AIC via higher log likelihood or less parameters\n",
    "\n",
    "# BIC = $\\ln(n)k$ - 2$l$\n",
    "\n",
    "## Lower BIC via higher log likelihood or less parameters or less samples used in fitting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AIC for AR(1): 1980.8563105422684\n",
      "AIC for AR(4): 1927.4507590389182\n",
      "AIC for AR(6): 1899.630265985839\n",
      "AIC for AR(10): 1902.2647912124996\n"
     ]
    }
   ],
   "source": [
    "#AIC comparison\n",
    "for ar_order in ar_orders:\n",
    "    print('AIC for AR(%s): %s'%(ar_order, fitted_model_dict[ar_order].aic))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Based on AIC criteria, pick AR(6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BIC for AR(1): 1988.8466278246046\n",
      "BIC for AR(4): 1943.4313936035905\n",
      "BIC for AR(6): 1920.9377787387357\n",
      "BIC for AR(10): 1934.2260603418445\n"
     ]
    }
   ],
   "source": [
    "#BIC comparison\n",
    "for ar_order in ar_orders:\n",
    "    print('BIC for AR(%s): %s'%(ar_order, fitted_model_dict[ar_order].bic))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Based on BIC criteria, pick AR(6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
